It is hard to imagine a time not long ago where AI has not been front and centre of our everyday news, let alone in the software engineering world? The advent of LLMs coupled with the existing compute power catapulted the use of AI in our everyday lives and in particular so in the life of a software engineer. This article breaks down some of the use cases of AI in software engineering and suggests a path to investigate the key question: Did we actually become more productive?